Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
missing_linux_example
powershell_heavy
windows_tools
Summary
The documentation demonstrates a moderate Windows bias. Windows and PowerShell examples are presented first or exclusively in several sections, especially for Python 3.8. Instructions for generating wheel files for Python 3.8 are only provided for Windows, while Linux instructions are only given for Python 3.10. The PowerShell cmdlets for managing Python packages are shown without mention of Linux/macOS CLI alternatives. There is little guidance for Linux/macOS users managing Python 3.8 packages or using non-Windows tooling.
Recommendations
  • Add Linux/macOS instructions for generating wheel files for Python 3.8 packages, mirroring the Windows steps.
  • Provide CLI or cross-platform alternatives to PowerShell cmdlets for managing Python packages, such as Azure CLI or REST API examples.
  • Present examples for both Windows and Linux/macOS environments side-by-side, especially in sections where OS-specific steps are required.
  • Explicitly state OS requirements and limitations for each step, and link to platform-specific guidance where available.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets